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Youssef Hariri

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#small language model Open access Sep 2026

Doing More with Less: How Cultural Personas Bridge the Cost-Performance Gap in LLMs

Cultural personas have emerged as a promising technique for enhancing creativity in Large Language Models, yet their effectiveness across different architectures, domains, and economic contexts remains poorly understood. This study provides a systematic evaluation of three cultural personas—Culture\_5 (innovator), Cult...

Youssef Hariri · 0 citations
#large language models Open access Sep 2026

Doing More with Less: How Cultural Personas Bridge the Cost-Performance Gap in LLMs

Cultural personas have emerged as a promising technique for enhancing creativity in Large Language Models, yet their effectiveness across different architectures, domains, and economic contexts remains poorly understood. This study provides a systematic evaluation of three cultural personas—Culture\_5 (innovator), Cult...

Youssef Hariri · 0 citations

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